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4. Anytime Minibatch With Delayed Gradients: System Performance And Convergence Analysis

Anytime Minibatch With Delayed Gradients: System Performance And Convergence Analysis

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IEEE ICASSP 2020 Virtual Conference May 2020

We present convergence analysis of Anytime Minibatch with Delayed Gradients (AMB-DG) algorithm. In AMB-DG, workers compute gradients in epochs of fixed duration while the master uses stale gradients to update the optimization parameters. We analyze AMB-DG

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Anytime Minibatch With Delayed Gradients: System Performance And Convergence Analysis

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We present convergence analysis of Anytime Minibatch with Delayed Gradients (AMB-DG) algorithm. In AMB-DG, workers compute gradients in epochs of fixed duration while the master uses stale gradients to update the optimization parameters. We analyze AMB-DG